{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<a href=\"https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-opencv\" target=\"_blank\"><img align=\"left\" src=\"data/cover.jpg\" style=\"width: 76px; height: 100px; background: white; padding: 1px; border: 1px solid black; margin-right:10px;\"></a>\n",
    "*This notebook contains an excerpt from the book [Machine Learning for OpenCV](https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-opencv) by Michael Beyeler.\n",
    "The code is released under the [MIT license](https://opensource.org/licenses/MIT),\n",
    "and is available on [GitHub](https://github.com/mbeyeler/opencv-machine-learning).*\n",
    "\n",
    "*Note that this excerpt contains only the raw code - the book is rich with additional explanations and illustrations.\n",
    "If you find this content useful, please consider supporting the work by\n",
    "[buying the book](https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-opencv)!*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Detecting Pedestrians in the Wild](06.02-Detecting-Pedestrians-in-the-Wild.ipynb) | [Contents](../README.md) | [Implementing a Spam Filter with Bayesian Learning](07.00-Implementing-a-Spam-Filter-with-Bayesian-Learning.ipynb) >"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Additional SVM Exercises\n",
    "\n",
    "The book refers to a couple of follow-up exercises, where you should think about which SVM kernel is most likely to perform best on the data.\n",
    "\n",
    "Think you know the answer? Code it up!\n",
    "\n",
    "You can use the pre-generated datasets below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.random.seed(4242)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Exercise 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "n_samples = 500\n",
    "n_features = 2\n",
    "X1 = np.random.rand(n_samples, n_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "y1 = np.ones((n_samples, 1))\n",
    "idx_neg = (X1[:, 0] - 0.5) ** 2 + (X1[:, 1] - 0.5) ** 2 < 0.03\n",
    "y1[idx_neg] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f94e104df28>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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g7ckcT1nyOdfAZz3lsNHzUUAHjmjp+ZHsMTQuuwIWqJ+sH96hRbR/Dyj+Cigx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LAAAg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94e57cbe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X1[:, 0], X1[:, 1], c=y1, s=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Code up your own SVM solution below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Exercise 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "X2 = np.random.rand(n_samples, n_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "y2 = np.ones((n_samples, 1))\n",
    "idx_neg = (X2[:, 0] < 0.5) * (X2[:, 1] < 0.5) + (X2[:, 0] > 0.5) * (X2[:, 1] > 0.5)\n",
    "y2[idx_neg] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f94e1013208>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3g2/4acbPMSOmwUCIpV+sNByr/ypCSYdqn0NgFdI1USsqF6kIx9XguDLhaufC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94e1090080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X2[:, 0], X2[:, 1], c=y2, s=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Code up your own SVM solution below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Exercise 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "rho_pos = np.random.rand(n_samples // 2, 1) / 2.0 + 0.5\n",
    "rho_neg = np.random.rand(n_samples // 2, 1) / 4.0\n",
    "rho = np.vstack((rho_pos, rho_neg))\n",
    "phi_pos = np.pi * 0.75 + np.random.rand(n_samples // 2, 1) * np.pi * 0.5\n",
    "phi_neg = np.random.rand(n_samples // 2, 1) * 2 * np.pi\n",
    "phi = np.vstack((phi_pos, phi_neg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "X3 = np.array([[r * np.cos(p), r * np.sin(p)] for r, p in zip(rho, phi)])\n",
    "y3 = np.vstack((np.ones((n_samples // 2, 1)), np.zeros((n_samples // 2, 1))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f94e0f91780>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pLiKTIL6rO/laaMKh6eIbaPF/SHg57d5gjFlpNeXsuqreDdw97HNnVLl252bc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NuhLPx9Mb9/92fW+UP1YV67Zzpur5s1hw1irY0Hr3KGF6zmni+ROFJzZlIXqcW3/fhcpPZyaHwM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\nL2OMMcaYJvr/jI70EhV0StYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94e0de3908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X3[:, 0], X3[:, 1], c=y3, s=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Code up your own solution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Exercise 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "rho_pos = np.linspace(0, 2, n_samples // 2)\n",
    "rho_neg = np.linspace(0, 2, n_samples // 2) + 0.5\n",
    "rho = np.vstack((rho_pos, rho_neg))\n",
    "phi_pos = 2 * np.pi * rho_pos\n",
    "phi = np.vstack((phi_pos, phi_pos))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "X4 = np.array([[r * np.cos(p), r * np.sin(p)] for r, p in zip(rho, phi)])\n",
    "y4 = np.vstack((np.ones((n_samples // 2, 1)), np.zeros((n_samples // 2, 1))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f94e0f7f6d8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+XciB7YeJTXKRfiKDqR/9jmnm8m8twGa3YrFaCPgDp3v7XNy5CYM/f4j4snHR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+NlB8eNNcrxAlj01TJWzgnteAH4fQHMVjPnXXE2qxf8jtQ0hKJwybXnc8MTfTj5jCaVbHHVx4h8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\nRBBJ8iWEEEIIEUT/AV194X15E5GsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f951445bba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X4[:, 0], X4[:, 1], c=y4, s=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Code up your own solution below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Detecting Pedestrians in the Wild](06.02-Detecting-Pedestrians-in-the-Wild.ipynb) | [Contents](../README.md) | [Implementing a Spam Filter with Bayesian Learning](07.00-Implementing-a-Spam-Filter-with-Bayesian-Learning.ipynb) >"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
